Module remote (2.17.0)

BigFrames general remote models.

Classes

VertexAIModel

  VertexAIModel 
 ( 
 endpoint 
 : 
 str 
 , 
 input 
 : 
 typing 
 . 
 Mapping 
 [ 
 str 
 , 
 str 
 ], 
 output 
 : 
 typing 
 . 
 Mapping 
 [ 
 str 
 , 
 str 
 ], 
 * 
 , 
 session 
 : 
 typing 
 . 
 Optional 
 [ 
 bigframes 
 . 
 session 
 . 
 Session 
 ] 
 = 
 None 
 , 
 connection_name 
 : 
 typing 
 . 
 Optional 
 [ 
 str 
 ] 
 = 
 None 
 )

Remote model from a Vertex AI HTTPS endpoint. User must specify HTTPS endpoint, input schema and output schema. For more information, see Deploy model on Vertex AI: https://cloud.google.com/bigquery/docs/bigquery-ml-remote-model-tutorial#Deploy-Model-on-Vertex-AI .

Parameters

Name

Description

endpoint

str

Vertex AI HTTPS endpoint.

input

Mapping

Input schema: {column_name: column_type} . Supported types are "bool", "string", "int64", "float64", "array

output

Mapping

Output label schema: {column_name: column_type} . Supported the same types as the input.

session

bigframes.Session or None

BQ session to create the model. If None, use the global default session.

connection_name

str or None

Connection to connect with remote service. str of the format <PROJECT_NUMBER/PROJECT_ID>.

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Classes

VertexAIModel

Module remote (2.17.0)